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/*
* Licensed to the Apache Software Foundation (ASF) under one
* or more contributor license agreements. See the NOTICE file
* distributed with this work for additional information
* regarding copyright ownership. The ASF licenses this file
* to you under the Apache License, Version 2.0 (the
* "License"); you may not use this file except in compliance
* with the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing,
* software distributed under the License is distributed on an
* "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
* KIND, either express or implied. See the License for the
* specific language governing permissions and limitations
* under the License.
*/
package org.apache.datasketches.hll;
import static org.apache.datasketches.hll.HllSketch.getMaxUpdatableSerializationBytes;
import static org.apache.datasketches.hll.HllUtil.LG_AUX_ARR_INTS;
import static org.apache.datasketches.hll.HllUtil.LG_INIT_LIST_SIZE;
import static org.apache.datasketches.hll.HllUtil.LG_INIT_SET_SIZE;
import static org.apache.datasketches.hll.PreambleUtil.HASH_SET_INT_ARR_START;
import static org.apache.datasketches.hll.PreambleUtil.HLL_BYTE_ARR_START;
import static org.apache.datasketches.hll.PreambleUtil.LIST_INT_ARR_START;
import static org.apache.datasketches.hll.TgtHllType.HLL_4;
import static org.apache.datasketches.hll.TgtHllType.HLL_6;
import static org.apache.datasketches.hll.TgtHllType.HLL_8;
import static org.testng.Assert.assertEquals;
import static org.testng.Assert.assertFalse;
import static org.testng.Assert.assertNull;
import static org.testng.Assert.assertTrue;
import static org.testng.Assert.fail;
import java.lang.foreign.MemorySegment;
import org.apache.datasketches.common.SketchesArgumentException;
import org.apache.datasketches.hll.AbstractCoupons;
import org.apache.datasketches.hll.AbstractHllArray;
import org.apache.datasketches.hll.AuxHashMap;
import org.apache.datasketches.hll.CurMode;
import org.apache.datasketches.hll.HllSketch;
import org.apache.datasketches.hll.HllSketchImpl;
import org.apache.datasketches.hll.HllUtil;
import org.apache.datasketches.hll.PreambleUtil;
import org.apache.datasketches.hll.TgtHllType;
import org.apache.datasketches.hll.HllUnion;
import org.testng.annotations.Test;
/**
* @author Lee Rhodes
*/
public class HllSketchTest {
@Test
public void checkCopies() {
runCheckCopy(14, HLL_4, null);
runCheckCopy(8, HLL_6, null);
runCheckCopy(8, HLL_8, null);
final int bytes = getMaxUpdatableSerializationBytes(14, TgtHllType.HLL_8);
final MemorySegment wseg = MemorySegment.ofArray(new byte[bytes]);
runCheckCopy(14, HLL_4, wseg);
runCheckCopy(8, HLL_6, wseg);
runCheckCopy(8, HLL_8, wseg);
}
private static void runCheckCopy(final int lgConfigK, final TgtHllType tgtHllType, final MemorySegment wseg) {
HllSketch sk;
if (wseg == null) { //heap
sk = new HllSketch(lgConfigK, tgtHllType);
} else { //direct
sk = new HllSketch(lgConfigK, tgtHllType, wseg);
}
for (int i = 0; i < 7; i++) {
sk.update(i);
}
assertEquals(sk.getCurMode(), CurMode.LIST);
HllSketch skCopy = sk.copy();
assertEquals(skCopy.getCurMode(), CurMode.LIST);
HllSketchImpl impl1 = sk.hllSketchImpl;
HllSketchImpl impl2 = skCopy.hllSketchImpl;
AbstractCoupons absCoupons1 = (AbstractCoupons) sk.hllSketchImpl;
AbstractCoupons absCoupons2 = (AbstractCoupons) skCopy.hllSketchImpl;
assertEquals(absCoupons1.getCouponCount(), absCoupons2.getCouponCount());
assertEquals(impl1.getEstimate(), impl2.getEstimate(), 0.0);
assertFalse(impl1 == impl2);
for (int i = 7; i < 24; i++) {
sk.update(i);
}
assertEquals(sk.getCurMode(), CurMode.SET);
skCopy = sk.copy();
assertEquals(skCopy.getCurMode(), CurMode.SET);
impl1 = sk.hllSketchImpl;
impl2 = skCopy.hllSketchImpl;
absCoupons1 = (AbstractCoupons) sk.hllSketchImpl;
absCoupons2 = (AbstractCoupons) skCopy.hllSketchImpl;
assertEquals(absCoupons1.getCouponCount(), absCoupons2.getCouponCount());
assertEquals(impl1.getEstimate(), impl2.getEstimate(), 0.0);
assertFalse(impl1 == impl2);
final int u = (sk.getTgtHllType() == TgtHllType.HLL_4) ? 100000 : 25;
for (int i = 24; i < u; i++) {
sk.update(i);
}
sk.getCompactSerializationBytes();
assertEquals(sk.getCurMode(), CurMode.HLL);
skCopy = sk.copy();
assertEquals(skCopy.getCurMode(), CurMode.HLL);
impl1 = sk.hllSketchImpl;
impl2 = skCopy.hllSketchImpl;
assertEquals(impl1.getEstimate(), impl2.getEstimate(), 0.0);
assertFalse(impl1 == impl2);
}
@Test
public void checkCopyAs() {
copyAs(HLL_4, HLL_4, false);
copyAs(HLL_4, HLL_6, false);
copyAs(HLL_4, HLL_8, false);
copyAs(HLL_6, HLL_4, false);
copyAs(HLL_6, HLL_6, false);
copyAs(HLL_6, HLL_8, false);
copyAs(HLL_8, HLL_4, false);
copyAs(HLL_8, HLL_6, false);
copyAs(HLL_8, HLL_8, false);
copyAs(HLL_4, HLL_4, true);
copyAs(HLL_4, HLL_6, true);
copyAs(HLL_4, HLL_8, true);
copyAs(HLL_6, HLL_4, true);
copyAs(HLL_6, HLL_6, true);
copyAs(HLL_6, HLL_8, true);
copyAs(HLL_8, HLL_4, true);
copyAs(HLL_8, HLL_6, true);
copyAs(HLL_8, HLL_8, true);
}
private static void copyAs(final TgtHllType srcType, final TgtHllType dstType, final boolean direct) {
final int lgK = 8;
final int n1 = 7;
final int n2 = 24;
final int n3 = 1000;
final int base = 0;
final int bytes = getMaxUpdatableSerializationBytes(lgK, srcType);
final MemorySegment wseg = MemorySegment.ofArray(new byte[bytes]);
final HllSketch src = (direct) ? new HllSketch(lgK, srcType, wseg) : new HllSketch(lgK, srcType);
for (int i = 0; i < n1; i++) { src.update(i + base); }
HllSketch dst = src.copyAs(dstType);
assertEquals(dst.getEstimate(), src.getEstimate(), 0.0);
for (int i = n1; i < n2; i++) { src.update(i); }
dst = src.copyAs(dstType);
assertEquals(dst.getEstimate(), src.getEstimate(), 0.0);
for (int i = n2; i < n3; i++) { src.update(i); }
dst = src.copyAs(dstType);
assertEquals(dst.getEstimate(), src.getEstimate(), 0.0);
}
@Test
public void checkMisc1() {
misc(false);
misc(true);
}
private static void misc(final boolean direct) {
final int lgConfigK = 8;
final TgtHllType srcType = TgtHllType.HLL_8;
final int bytes = getMaxUpdatableSerializationBytes(lgConfigK, srcType);
final MemorySegment wseg = MemorySegment.ofArray(new byte[bytes]);
final HllSketch sk = (direct)
? new HllSketch(lgConfigK, srcType, wseg) : new HllSketch(lgConfigK, srcType);
for (int i = 0; i < 7; i++) { sk.update(i); } //LIST
AbstractCoupons absCoupons = (AbstractCoupons) sk.hllSketchImpl;
assertEquals(absCoupons.getCouponCount(), 7);
assertEquals(sk.getCompactSerializationBytes(), 36);
assertEquals(sk.getUpdatableSerializationBytes(), 40);
for (int i = 7; i < 24; i++) { sk.update(i); } //SET
absCoupons = (AbstractCoupons) sk.hllSketchImpl;
assertEquals(absCoupons.getCouponCount(), 24);
assertEquals(sk.getCompactSerializationBytes(), 108);
assertEquals(sk.getUpdatableSerializationBytes(), 140);
sk.update(24); //HLL
final AbstractHllArray absHll = (AbstractHllArray) sk.hllSketchImpl;
assertNull(absHll.getAuxIterator());
assertEquals(absHll.getCurMin(), 0);
assertEquals(absHll.getHipAccum(), 25.0, 25 * .02);
assertTrue(absHll.getNumAtCurMin() >= 0);
assertEquals(sk.getUpdatableSerializationBytes(), 40 + 256);
assertEquals(absHll.getSegDataStart(), 40);
assertEquals(absHll.getPreInts(), 10);
final int hllBytes = PreambleUtil.HLL_BYTE_ARR_START + (1 << lgConfigK);
assertEquals(sk.getCompactSerializationBytes(), hllBytes);
assertEquals(getMaxUpdatableSerializationBytes(lgConfigK, TgtHllType.HLL_8), hllBytes);
}
@Test(expectedExceptions = SketchesArgumentException.class)
public void checkNumStdDev() {
HllUtil.checkNumStdDev(0);
}
@Test
public void checkSerSizes() {
checkSerSizes(8, TgtHllType.HLL_8, false);
checkSerSizes(8, TgtHllType.HLL_8, true);
checkSerSizes(8, TgtHllType.HLL_6, false);
checkSerSizes(8, TgtHllType.HLL_6, true);
checkSerSizes(8, TgtHllType.HLL_4, false);
checkSerSizes(8, TgtHllType.HLL_4, true);
}
private static void checkSerSizes(final int lgConfigK, final TgtHllType tgtHllType, final boolean direct) {
final int bytes = getMaxUpdatableSerializationBytes(lgConfigK, tgtHllType);
final MemorySegment wseg = MemorySegment.ofArray(new byte[bytes]);
final HllSketch sk = (direct)
? new HllSketch(lgConfigK, tgtHllType, wseg) : new HllSketch(lgConfigK, tgtHllType);
int i;
//LIST
for (i = 0; i < 7; i++) { sk.update(i); }
int expected = LIST_INT_ARR_START + (i << 2);
assertEquals(sk.getCompactSerializationBytes(), expected);
expected = LIST_INT_ARR_START + (4 << LG_INIT_LIST_SIZE);
assertEquals(sk.getUpdatableSerializationBytes(), expected);
//SET
for (i = 7; i < 24; i++) { sk.update(i); }
expected = HASH_SET_INT_ARR_START + (i << 2);
assertEquals(sk.getCompactSerializationBytes(), expected);
expected = HASH_SET_INT_ARR_START + (4 << LG_INIT_SET_SIZE);
assertEquals(sk.getUpdatableSerializationBytes(), expected);
//HLL
sk.update(i);
assertEquals(sk.getCurMode(), CurMode.HLL);
final AbstractHllArray absHll = (AbstractHllArray) sk.hllSketchImpl;
int auxCountBytes = 0;
int auxArrBytes = 0;
if (absHll.tgtHllType == HLL_4) {
final AuxHashMap auxMap = absHll.getAuxHashMap();
if (auxMap != null) {
auxCountBytes = auxMap.getAuxCount() << 2;
auxArrBytes = 4 << auxMap.getLgAuxArrInts();
} else {
auxArrBytes = 4 << LG_AUX_ARR_INTS[lgConfigK];
}
}
final int hllArrBytes = absHll.getHllByteArrBytes();
expected = HLL_BYTE_ARR_START + hllArrBytes + auxCountBytes;
assertEquals(sk.getCompactSerializationBytes(), expected);
expected = HLL_BYTE_ARR_START + hllArrBytes + auxArrBytes;
assertEquals(sk.getUpdatableSerializationBytes(), expected);
final int fullAuxBytes = (tgtHllType == TgtHllType.HLL_4) ? (4 << LG_AUX_ARR_INTS[lgConfigK]) : 0;
expected = HLL_BYTE_ARR_START + hllArrBytes + fullAuxBytes;
assertEquals(getMaxUpdatableSerializationBytes(lgConfigK, tgtHllType), expected);
}
@SuppressWarnings("unused")
@Test
public void checkConfigKLimits() {
try {
final HllSketch sk = new HllSketch(HllUtil.MIN_LOG_K - 1);
fail();
} catch (final SketchesArgumentException e) {
//expected
}
try {
final HllSketch sk = new HllSketch(HllUtil.MAX_LOG_K + 1);
fail();
} catch (final SketchesArgumentException e) {
//expected
}
}
@Test
public void exerciseToStringDetails() {
HllSketch sk = new HllSketch(15, TgtHllType.HLL_4);
for (int i = 0; i < 25; i++) { sk.update(i); }
println(sk.toString(false, true, true, true)); //SET mode
for (int i = 25; i < (1 << 12); i++) { sk.update(i); }
println(sk.toString(false, true, true, true)); //HLL mode no Aux
for (int i = (1 << 12); i < (1 << 15); i++) { sk.update(i); } //Aux with exceptions
println(sk.toString(false, true, true, true));
println(sk.toString(false, true, true, false));
println(sk.toString(false, true, true));
sk = new HllSketch(8, TgtHllType.HLL_6);
for (int i = 0; i < 25; i++) { sk.update(i); }
println(sk.toString(false, true, true, true));
}
@SuppressWarnings("unused")
@Test
public void checkMemorySegmentNotLargeEnough() {
final int bytes = getMaxUpdatableSerializationBytes(8, TgtHllType.HLL_8);
final MemorySegment wseg = MemorySegment.ofArray(new byte[bytes -1]);
try {
final HllSketch sk = new HllSketch(8, TgtHllType.HLL_8, wseg);
fail();
} catch (final SketchesArgumentException e) {
//OK
}
}
@Test
public void checkEmptyCoupon() {
final int lgK = 8;
final TgtHllType type = TgtHllType.HLL_8;
final HllSketch sk = new HllSketch(lgK, type);
for (int i = 0; i < 20; i++) { sk.update(i); } //SET mode
sk.couponUpdate(0);
assertEquals(sk.getEstimate(), 20.0, 0.001);
}
@Test
public void checkCompactFlag() {
final int lgK = 8;
//LIST: follows the toByteArray request
assertEquals(checkCompact(lgK, 7, HLL_8, false, false), false);
assertEquals(checkCompact(lgK, 7, HLL_8, false, true), true);
assertEquals(checkCompact(lgK, 7, HLL_8, false, false), false);
assertEquals(checkCompact(lgK, 7, HLL_8, false, true), true);
assertEquals(checkCompact(lgK, 7, HLL_8, true, false), false);
assertEquals(checkCompact(lgK, 7, HLL_8, true, true), true);
assertEquals(checkCompact(lgK, 7, HLL_8, true, false), false);
assertEquals(checkCompact(lgK, 7, HLL_8, true, true), true);
//SET: follows the toByteArray request
assertEquals(checkCompact(lgK, 24, HLL_8, false, false), false);
assertEquals(checkCompact(lgK, 24, HLL_8, false, true), true);
assertEquals(checkCompact(lgK, 24, HLL_8, false, false), false);
assertEquals(checkCompact(lgK, 24, HLL_8, false, true), true);
assertEquals(checkCompact(lgK, 24, HLL_8, true, false), false);
assertEquals(checkCompact(lgK, 24, HLL_8, true, true), true);
assertEquals(checkCompact(lgK, 24, HLL_8, true, false), false);
assertEquals(checkCompact(lgK, 24, HLL_8, true, true), true);
//HLL8: always updatable
assertEquals(checkCompact(lgK, 25, HLL_8, false, false), false);
assertEquals(checkCompact(lgK, 25, HLL_8, false, true), false);
assertEquals(checkCompact(lgK, 25, HLL_8, false, false), false);
assertEquals(checkCompact(lgK, 25, HLL_8, false, true), false);
assertEquals(checkCompact(lgK, 25, HLL_8, true, false), false);
assertEquals(checkCompact(lgK, 25, HLL_8, true, true), false);
assertEquals(checkCompact(lgK, 25, HLL_8, true, false), false);
assertEquals(checkCompact(lgK, 25, HLL_8, true, true), false);
//HLL6: always updatable
assertEquals(checkCompact(lgK, 25, HLL_6, false, false), false);
assertEquals(checkCompact(lgK, 25, HLL_6, false, true), false);
assertEquals(checkCompact(lgK, 25, HLL_6, false, false), false);
assertEquals(checkCompact(lgK, 25, HLL_6, false, true), false);
assertEquals(checkCompact(lgK, 25, HLL_6, true, false), false);
assertEquals(checkCompact(lgK, 25, HLL_6, true, true), false);
assertEquals(checkCompact(lgK, 25, HLL_6, true, false), false);
assertEquals(checkCompact(lgK, 25, HLL_6, true, true), false);
//HLL:4 follows the toByteArray request
assertEquals(checkCompact(lgK, 25, HLL_4, false, false), false);
assertEquals(checkCompact(lgK, 25, HLL_4, false, true), true);
assertEquals(checkCompact(lgK, 25, HLL_4, false, false), false);
assertEquals(checkCompact(lgK, 25, HLL_4, false, true), true);
assertEquals(checkCompact(lgK, 25, HLL_4, true, false), false);
assertEquals(checkCompact(lgK, 25, HLL_4, true, true), true);
assertEquals(checkCompact(lgK, 25, HLL_4, true, false), false);
assertEquals(checkCompact(lgK, 25, HLL_4, true, true), true);
}
//Creates either a direct or heap sketch,
// Serializes to either compact or updatable form.
// Confirms the hasMemorySegment() for direct, isOffHeap(), and the
// get compact or updatable serialization bytes.
// Returns true if the compact flag is set.
private static boolean checkCompact(final int lgK, final int n, final TgtHllType type, final boolean direct,
final boolean compact) {
final int bytes = HllSketch.getMaxUpdatableSerializationBytes(lgK, type);
final MemorySegment wseg = MemorySegment.ofArray(new byte[bytes]);
final HllSketch sk = (direct) ? new HllSketch(lgK, type, wseg) : new HllSketch(lgK, type);
assertEquals(sk.hasMemorySegment(), direct);
assertFalse(sk.isOffHeap());
for (int i = 0; i < n; i++) { sk.update(i); } //LOAD
final byte[] byteArr = (compact) ? sk.toCompactByteArray() : sk.toUpdatableByteArray();
final int len = byteArr.length;
if (compact) {
assertEquals(len, sk.getCompactSerializationBytes());
} else {
assertEquals(len, sk.getUpdatableSerializationBytes());
}
final HllSketch sk2 = HllSketch.wrap(MemorySegment.ofArray(byteArr));
assertEquals(sk2.getEstimate(), n, .01);
final boolean resourceCompact = sk2.isCompact();
if (resourceCompact) {
try {
HllSketch.writableWrap(MemorySegment.ofArray(byteArr));
fail();
} catch (final SketchesArgumentException e) {
//OK
}
}
return resourceCompact;
//return (byteArr[5] & COMPACT_FLAG_MASK) > 0;
}
@SuppressWarnings("unused")
@Test(expectedExceptions = SketchesArgumentException.class)
public void checkWritableWrapOfCompact() {
final HllSketch sk = new HllSketch();
final byte[] byteArr = sk.toCompactByteArray();
final MemorySegment wseg = MemorySegment.ofArray(byteArr);
final HllSketch sk2 = HllSketch.writableWrap(wseg);
}
@SuppressWarnings("unused")
@Test
public void checkJavadocExample() {
HllUnion union; HllSketch sk, sk2;
final int lgK = 12;
sk = new HllSketch(lgK, TgtHllType.HLL_4); //can be 4, 6, or 8
for (int i = 0; i < (2 << lgK); i++) { sk.update(i); }
final byte[] arr = sk.toCompactByteArray();
// ...
union = HllUnion.heapify(arr); //initializes the union using data from the array.
//OR, if used in an off-heap environment:
union = HllUnion.heapify(MemorySegment.ofArray(arr));
//To recover an updatable Heap sketch:
sk2 = HllSketch.heapify(arr);
//OR, if used in an off-heap environment:
sk2 = HllSketch.heapify(MemorySegment.ofArray(arr));
}
@Test
public void printlnTest() {
println("PRINTING: "+this.getClass().getName());
}
/**
* @param s value to print
*/
static void print(final String s) {
//System.out.print(s); //disable here
}
/**
* @param s value to print
*/
static void println(final String s) {
//System.out.println(s); //disable here
}
}